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future.apply

Apply Function to Elements in Parallel using Futures

v1.20.2 · Feb 20, 2026 · GPL (>= 2)
CRAN GitHub Mirror

Description

Implementations of apply(), by(), eapply(), lapply(), Map(), .mapply(), mapply(), replicate(), sapply(), tapply(), and vapply() that can be resolved using any future-supported backend, e.g. parallel on the local machine or distributed on a compute cluster. These future_*apply() functions come with the same pros and cons as the corresponding base-R *apply() functions but with the additional feature of being able to be processed via the future framework <doi:10.32614/RJ-2021-048>.

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CRAN Check Status

14 OK
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Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Reverse Dependencies (270)

depends

GeoModels LipidMS MAMS eCV xegaPopulation

imports

AIPW ARCHISSUR BAMBI BEKKs DQAstats DRPT DTEAssurance EFAtools EGAnet EconCausal EpiModel FDOTT FastJM FracFixR GPCsign IVPP InterpolateR JANE LLMR LTFGRS LTFHPlus LandComp MDCcure MetaHD MixMashNet NetSimR OutSeekR PAMpal PAMscapes PLNmodels QBMS RTransferEntropy Rsolnp S3VS SDModels SEQTaRget Seurat SeuratObject Signac SimDesign SuperSurv TaxaNorm TesiproV Tivy TreeMineR aae.pop adestr ao aroma.cn baskoptr bayesSSM bayesics bbknnR bifrost bigDM bivarhr blavaan bolasso brms bspcov cSEM calmr canaper chopin clickR codalm collinear conformalInference.fd conformalInference.multi crystract deseats dipsaus distantia doFuture drtmle dsos e2tree fastbioclim fdacluster fect fitlandr flassomsm forestsearch fundiversity futureverse gWQS gammaFuncModel genBaRcode geocmeans geohabnet gooseR gsDesignTune haldensify hbamr iNEXT.beta3D iml incubate ino isopam ivd jackknifeR jpinfect kappaGold kernelboot keyATM kmeRtone lavDiag lava lightr lmmprobe malariaAtlas mcmcensemble mcp misl missSBM mlr3 mlr3summary modeltuning modernBoot mrIML mrgsim.parallel mtarm multivarious nadir neuroim2 nixtlar oeli opImputation optic optimLanduse optimizr origami outliers.ts.oga pavo phylolm phylopath polle portvine powRICLPM qape qbrms qgcomp qgcompint rBiasCorrection rSDR rangeMapper rapidcodeR readsdr readyomics recforest refineR restriktor robotstxt rsi s3fs sNPLS scDiffCom scStability scov sctransform semtree seqHMM shapr sharp simglm sims smoots socialSim solitude spNetwork spStack spatialwarnings sperrorest squat stppSim supercells targeted tidySEM tramvs tsdistributions tsgarch tsissm tsmarch winputall wizaRdry wqspt ycevo

suggests

AgePopDenom BORG BayesianMCPMod CimpleG DAISIE DeclareDesign EpiNow2 GeometricMorphometricsMix LexFindR NMAR PeakSegDisk SCGLR SFHNV SelectBoost.beta SelectBoost.gamlss altdoc arkdb bcmaps bidser bigPLSR bioLeak bsitar causaldef cellGeometry couplr ctsem cvCovEst datefixR detectXOR fabletools ferrn future.batchtools future.callr future.mirai futurize fwb gstat hero hydroloom important inlinedocs ivmte kgen lgr marginaleffects merTools metasnf mikropml mlr3db mlr3resampling modelsummary mongolstats nhdplusTools normref pbapply penaltyLearning phyr pizzarr powergrid progressr ravepipeline receptiviti rgeomorphon rtemis sdmTMB sentopics spaMM starburst stars stenographer svycoxme svytest tune txshift vital wildmeta xplainfi zoomgrid

Dependency Network

Dependencies Reverse dependencies future globals GeoModels LipidMS MAMS eCV xegaPopulation AIPW ARCHISSUR BAMBI BEKKs DQAstats DRPT DTEAssurance EFAtools EGAnet EconCausal +255 more reverse deps future.apply

Version History

new 1.20.2 Mar 10, 2026
updated 1.20.2 ← 1.20.1 diff Feb 19, 2026
updated 1.20.1 ← 1.20.0 diff Dec 8, 2025
updated 1.20.0 ← 1.11.3 diff Jun 5, 2025
updated 1.11.3 ← 1.11.2 diff Oct 26, 2024
updated 1.11.2 ← 1.11.1 diff Mar 27, 2024
updated 1.11.1 ← 1.11.0 diff Dec 20, 2023
updated 1.11.0 ← 1.10.0 diff May 20, 2023
updated 1.10.0 ← 1.9.1 diff Nov 4, 2022
updated 1.9.1 ← 1.9.0 diff Sep 6, 2022
updated 1.9.0 ← 1.8.1 diff Apr 25, 2022
updated 1.8.1 ← 1.7.0 diff Aug 9, 2021
updated 1.7.0 ← 1.6.0 diff Jan 3, 2021
updated 1.6.0 ← 1.5.0 diff Jun 30, 2020
updated 1.5.0 ← 1.4.0 diff Apr 16, 2020
updated 1.4.0 ← 1.3.0 diff Jan 6, 2020
updated 1.3.0 ← 1.2.0 diff Jun 17, 2019
updated 1.2.0 ← 1.1.0 diff Mar 6, 2019
updated 1.1.0 ← 1.0.1 diff Jan 16, 2019
updated 1.0.1 ← 1.0.0 diff Aug 26, 2018